Pandas Profiling Report

Dataset statistics

Number of variables	34
Number of observations	353035
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	91.6 MiB
Average record size in memory	272.0 B

Variable types

Numeric	26
Categorical	8

Alerts

`tripduration` is highly overall correlated with `dist`	High correlation
`dist` is highly overall correlated with `end_lat` and 1 other fields	High correlation
`birthyear` is highly overall correlated with `usertype` and 2 other fields	High correlation
`years_old` is highly overall correlated with `usertype` and 2 other fields	High correlation
`tempmax` is highly overall correlated with `month` and 12 other fields	High correlation
`tempmin` is highly overall correlated with `month` and 10 other fields	High correlation
`temp` is highly overall correlated with `month` and 12 other fields	High correlation
`feelslike` is highly overall correlated with `month` and 12 other fields	High correlation
`precip` is highly overall correlated with `visibility` and 1 other fields	High correlation
`dew` is highly overall correlated with `month` and 11 other fields	High correlation
`humidity` is highly overall correlated with `tempmax` and 9 other fields	High correlation
`snow` is highly overall correlated with `snowdepth` and 2 other fields	High correlation
`snowdepth` is highly overall correlated with `tempmax` and 6 other fields	High correlation
`visibility` is highly overall correlated with `precip` and 5 other fields	High correlation
`solarradiation` is highly overall correlated with `month` and 12 other fields	High correlation
`cloudcover` is highly overall correlated with `tempmax` and 8 other fields	High correlation
`usertype` is highly overall correlated with `birthyear` and 1 other fields	High correlation
`gender` is highly overall correlated with `birthyear` and 1 other fields	High correlation
`month` is highly overall correlated with `tempmax` and 8 other fields	High correlation
`conditions` is highly overall correlated with `tempmax` and 8 other fields	High correlation
`description` is highly overall correlated with `month` and 15 other fields	High correlation
`seasons` is highly overall correlated with `month` and 7 other fields	High correlation
`start_lon` is highly overall correlated with `start_station_id` and 2 other fields	High correlation
`end_lon` is highly overall correlated with `start_lon` and 3 other fields	High correlation
`start_station_id` is highly overall correlated with `start_lat` and 1 other fields	High correlation
`start_lat` is highly overall correlated with `start_station_id` and 2 other fields	High correlation
`end_station_id` is highly overall correlated with `end_lat` and 1 other fields	High correlation
`end_lat` is highly overall correlated with `start_lat` and 3 other fields	High correlation
`windspeed` is highly overall correlated with `month` and 7 other fields	High correlation
`min` has 5390 (1.5%) zeros	Zeros
`tempmin` has 4161 (1.2%) zeros	Zeros
`precip` has 200641 (56.8%) zeros	Zeros
`snow` has 345872 (98.0%) zeros	Zeros
`snowdepth` has 336604 (95.3%) zeros	Zeros

Reproduction

Analysis started	2023-02-17 11:41:36.929010
Analysis finished	2023-02-17 11:48:42.839580
Duration	7 minutes and 5.91 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

tripduration
Real number (ℝ)

Distinct	5749
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	525.93321

Minimum	61
Maximum	14395
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	61
5-th percentile	131
Q1	228
median	334
Q3	548
95-th percentile	1507
Maximum	14395
Range	14334
Interquartile range (IQR)	320

Descriptive statistics

Standard deviation	731.10143
Coefficient of variation (CV)	1.3901032
Kurtosis	90.39266
Mean	525.93321
Median Absolute Deviation (MAD)	133
Skewness	7.644811
Sum	1.8567283 × 10⁸
Variance	534509.31
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
244	1014	0.3%
246	998	0.3%
260	984	0.3%
233	978	0.3%
242	976	0.3%
243	971	0.3%
266	960	0.3%
250	956	0.3%
247	956	0.3%
263	953	0.3%
Other values (5739)	343289	97.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
61	72	< 0.1%
62	72	< 0.1%
63	93	< 0.1%
64	82	< 0.1%
65	80	< 0.1%
66	96	< 0.1%
67	112	< 0.1%
68	90	< 0.1%
69	119	< 0.1%
70	110	< 0.1%

Value	Count	Frequency (%)
14395	2	< 0.1%
14380	1	< 0.1%
14367	1	< 0.1%
14362	1	< 0.1%
14350	1	< 0.1%
14345	1	< 0.1%
14338	1	< 0.1%
14304	1	< 0.1%
14301	1	< 0.1%
14291	1	< 0.1%

start_station_id
Real number (ℝ)

Distinct	59
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3265.0056

Minimum	3183
Maximum	3694
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	3183
5-th percentile	3183
Q1	3192
median	3205
Q3	3272
95-th percentile	3639
Maximum	3694
Range	511
Interquartile range (IQR)	80

Descriptive statistics

Standard deviation	138.43089
Coefficient of variation (CV)	0.042398363
Kurtosis	3.3999331
Mean	3265.0056
Median Absolute Deviation (MAD)	19
Skewness	2.2057689
Sum	1.1526612 × 10⁹
Variance	19163.112
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3186	40830	11.6%
3203	20842	5.9%
3183	18936	5.4%
3195	18149	5.1%
3202	15194	4.3%
3639	12088	3.4%
3267	10515	3.0%
3276	10330	2.9%
3199	10055	2.8%
3211	9437	2.7%
Other values (49)	186659	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3183	18936	5.4%
3184	8696	2.5%
3185	8804	2.5%
3186	40830	11.6%
3187	9245	2.6%
3188	49	< 0.1%
3189	42	< 0.1%
3190	153	< 0.1%
3191	1015	0.3%
3192	7040	2.0%

Value	Count	Frequency (%)
3694	390	0.1%
3681	4238	1.2%
3679	2411	0.7%
3678	2523	0.7%
3677	1157	0.3%
3640	5810	1.6%
3639	12088	3.4%
3638	7323	2.1%
3483	2617	0.7%
3481	3296	0.9%

start_lat
Real number (ℝ)

Distinct	59
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.722726

Minimum	40.69264
Maximum	40.748716
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	40.69264
5-th percentile	40.712419
Q1	40.718211
median	40.721525
Q3	40.727224
95-th percentile	40.737604
Maximum	40.748716
Range	0.056075979
Interquartile range (IQR)	0.0090122

Descriptive statistics

Standard deviation	0.007249213
Coefficient of variation (CV)	0.00017801394
Kurtosis	1.3678635
Mean	40.722726
Median Absolute Deviation (MAD)	0.0044865796
Skewness	0.97789544
Sum	14376548
Variance	5.2551089 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.71958612	40830	11.6%
40.72759597	20842	5.9%
40.7162469	18936	5.4%
40.73074263	18149	5.1%
40.7272235	15194	4.3%
40.7192517	12088	3.4%
40.71241882	10515	3.0%
40.71458404	10330	2.9%
40.7287448	10055	2.8%
40.72152515	9437	2.7%
Other values (49)	186659	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.69263997	17	< 0.1%
40.6970299	14	< 0.1%
40.69865054	34	< 0.1%
40.70495752	23	< 0.1%
40.70965083	52	< 0.1%
40.7101087	49	< 0.1%
40.71046702	153	< 0.1%
40.71113	390	0.1%
40.7111305	46	< 0.1%
40.7112423	7040	2.0%

Value	Count	Frequency (%)
40.74871595	2556	0.7%
40.74590997	2676	0.8%
40.7443187	2066	0.6%
40.74267714	4420	1.3%
40.737711	1167	0.3%
40.7376037	5377	1.5%
40.73496102	2024	0.6%
40.73478582	2407	0.7%
40.73367	5810	1.6%
40.7311689	3067	0.9%

start_lon
Real number (ℝ)

Distinct	59
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-74.046039

Minimum	-74.096937
Maximum	-74.032108
Zeros	0
Zeros (%)	0.0%
Negative	353035
Negative (%)	100.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	-74.096937
5-th percentile	-74.067622
Q1	-74.050444
median	-74.043845
Q3	-74.038051
95-th percentile	-74.033459
Maximum	-74.032108
Range	0.0648284
Interquartile range (IQR)	0.012392686

Descriptive statistics

Standard deviation	0.010753324
Coefficient of variation (CV)	-0.00014522484
Kurtosis	0.47010856
Mean	-74.046039
Median Absolute Deviation (MAD)	0.0061616919
Skewness	-0.96456733
Sum	-26140844
Variance	0.00011563399
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-74.04311746	40830	11.6%
-74.04424731	20842	5.9%
-74.0334588	18936	5.4%
-74.06378388	18149	5.1%
-74.0337589	15194	4.3%
-74.034234	12088	3.4%
-74.03852552	10515	3.0%
-74.04281706	10330	2.9%
-74.0321082	10055	2.8%
-74.04630454	9437	2.7%
Other values (49)	186659	52.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74.0969366	14	< 0.1%
-74.0887723	42	< 0.1%
-74.08801228	17	< 0.1%
-74.08593088	23	< 0.1%
-74.0858489	49	< 0.1%
-74.0836394	1015	0.3%
-74.08207968	34	< 0.1%
-74.0789	390	0.1%
-74.0788855	46	< 0.1%
-74.07840595	2565	0.7%

Value	Count	Frequency (%)
-74.0321082	10055	2.8%
-74.0334588	18936	5.4%
-74.0335519	8696	2.5%
-74.0337589	15194	4.3%
-74.034234	12088	3.4%
-74.0354826	7323	2.1%
-74.0364857	6423	1.8%
-74.03768331	4238	1.2%
-74.03805095	9245	2.6%
-74.03852552	10515	3.0%

end_station_id
Real number (ℝ)

Distinct	121
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3258.3976

Minimum	127
Maximum	3694
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	127
5-th percentile	3183
Q1	3186
median	3203
Q3	3270
95-th percentile	3639
Maximum	3694
Range	3567
Interquartile range (IQR)	84

Descriptive statistics

Standard deviation	147.20129
Coefficient of variation (CV)	0.045175974
Kurtosis	64.396528
Mean	3258.3976
Median Absolute Deviation (MAD)	17
Skewness	-1.3715088
Sum	1.1503284 × 10⁹
Variance	21668.219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3186	50536	14.3%
3183	24065	6.8%
3203	19635	5.6%
3202	16286	4.6%
3195	16283	4.6%
3639	11620	3.3%
3276	10055	2.8%
3199	9994	2.8%
3211	9574	2.7%
3185	9438	2.7%
Other values (111)	175549	49.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
127	1	< 0.1%
146	3	< 0.1%
157	9	< 0.1%
167	1	< 0.1%
212	1	< 0.1%
254	1	< 0.1%
259	1	< 0.1%
264	1	< 0.1%
276	1	< 0.1%
303	2	< 0.1%

Value	Count	Frequency (%)
3694	333	0.1%
3681	4046	1.1%
3679	2100	0.6%
3678	1915	0.5%
3677	814	0.2%
3640	5287	1.5%
3639	11620	3.3%
3638	7348	2.1%
3552	1	< 0.1%
3547	3	< 0.1%

end_lat
Real number (ℝ)

Distinct	121
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.722327

Minimum	40.679331
Maximum	40.814326
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	40.679331
5-th percentile	40.712774
Q1	40.717732
median	40.721124
Q3	40.727224
95-th percentile	40.734961
Maximum	40.814326
Range	0.1349949
Interquartile range (IQR)	0.009491

Descriptive statistics

Standard deviation	0.0070856291
Coefficient of variation (CV)	0.00017399863
Kurtosis	2.1663154
Mean	40.722327
Median Absolute Deviation (MAD)	0.0046025374
Skewness	1.1086587
Sum	14376407
Variance	5.020614 × 10^-5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
40.71958612	50536	14.3%
40.7162469	24065	6.8%
40.72759597	19635	5.6%
40.7272235	16286	4.6%
40.73074263	16283	4.6%
40.7192517	11620	3.3%
40.71458404	10055	2.8%
40.7287448	9994	2.8%
40.72152515	9574	2.7%
40.7177325	9438	2.7%
Other values (111)	175549	49.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
40.6793307	1	< 0.1%
40.68539567	1	< 0.1%
40.68763155	1	< 0.1%
40.69089272	9	< 0.1%
40.69165183	6	< 0.1%
40.69263997	15	< 0.1%
40.6970299	22	< 0.1%
40.69865054	31	< 0.1%
40.70122128	1	< 0.1%
40.701907	2	< 0.1%

Value	Count	Frequency (%)
40.8143256	3	< 0.1%
40.8067581	1	< 0.1%
40.805973	1	< 0.1%
40.7961535	1	< 0.1%
40.7746671	1	< 0.1%
40.7734066	2	< 0.1%
40.770513	1	< 0.1%
40.768254	1	< 0.1%
40.76590936	1	< 0.1%
40.76370739	4	< 0.1%

end_lon
Real number (ℝ)

Distinct	121
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-74.045504

Minimum	-74.096937
Maximum	-73.947821
Zeros	0
Zeros (%)	0.0%
Negative	353035
Negative (%)	100.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	-74.096937
5-th percentile	-74.066921
Q1	-74.049968
median	-74.043117
Q3	-74.037683
95-th percentile	-74.033459
Maximum	-73.947821
Range	0.14911515
Interquartile range (IQR)	0.012284517

Descriptive statistics

Standard deviation	0.010750348
Coefficient of variation (CV)	-0.0001451857
Kurtosis	1.0340059
Mean	-74.045504
Median Absolute Deviation (MAD)	0.0066317636
Skewness	-1.0355317
Sum	-26140654
Variance	0.00011556998
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-74.04311746	50536	14.3%
-74.0334588	24065	6.8%
-74.04424731	19635	5.6%
-74.0337589	16286	4.6%
-74.06378388	16283	4.6%
-74.034234	11620	3.3%
-74.04281706	10055	2.8%
-74.0321082	9994	2.8%
-74.04630454	9574	2.7%
-74.043845	9438	2.7%
Other values (111)	175549	49.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-74.0969366	22	< 0.1%
-74.0887723	96	< 0.1%
-74.08801228	15	< 0.1%
-74.08593088	23	< 0.1%
-74.0858489	50	< 0.1%
-74.0836394	1295	0.4%
-74.08207968	31	< 0.1%
-74.0789	333	0.1%
-74.0788855	32	< 0.1%
-74.07840595	3211	0.9%

Value	Count	Frequency (%)
-73.94782145	1	< 0.1%
-73.9590255	3	< 0.1%
-73.9607082	1	< 0.1%
-73.964928	1	< 0.1%
-73.97031366	1	< 0.1%
-73.97121214	1	< 0.1%
-73.97431458	1	< 0.1%
-73.97498696	1	< 0.1%
-73.97519523	1	< 0.1%
-73.97604882	1	< 0.1%

bikeid
Real number (ℝ)

Distinct	903
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29452.978

Minimum	14697
Maximum	35009
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	14697
5-th percentile	26183
Q1	26315
median	29493
Q3	29679
95-th percentile	33638
Maximum	35009
Range	20312
Interquartile range (IQR)	3364

Descriptive statistics

Standard deviation	2529.8244
Coefficient of variation (CV)	0.085893671
Kurtosis	0.83380671
Mean	29452.978
Median Absolute Deviation (MAD)	1911
Skewness	-0.12760211
Sum	1.0397932 × 10¹⁰
Variance	6400011.7
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
26155	872	0.2%
26288	852	0.2%
29586	840	0.2%
29598	832	0.2%
29608	831	0.2%
29595	824	0.2%
29669	813	0.2%
29583	810	0.2%
29602	804	0.2%
29662	794	0.2%
Other values (893)	344763	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
14697	11	< 0.1%
14793	18	< 0.1%
14956	5	< 0.1%
14977	49	< 0.1%
14991	43	< 0.1%
15114	47	< 0.1%
15271	25	< 0.1%
15302	118	< 0.1%
15444	15	< 0.1%
15582	12	< 0.1%

Value	Count	Frequency (%)
35009	37	< 0.1%
34791	10	< 0.1%
34676	10	< 0.1%
34664	1	< 0.1%
34354	31	< 0.1%
34155	1	< 0.1%
33840	164	< 0.1%
33814	155	< 0.1%
33781	160	< 0.1%
33744	83	< 0.1%

usertype
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

Subscriber	331269
Customer	21766

Length

Max length	10
Median length	10
Mean length	9.8766921
Min length	8

Characters and Unicode

Total characters	3486818
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Subscriber
2nd row	Subscriber
3rd row	Subscriber
4th row	Subscriber
5th row	Subscriber

Common Values

Value	Count	Frequency (%)
Subscriber	331269	93.8%
Customer	21766	6.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
subscriber	331269	93.8%
customer	21766	6.2%

Most occurring characters

Value	Count	Frequency (%)
r	684304	19.6%
b	662538	19.0%
u	353035	10.1%
s	353035	10.1%
e	353035	10.1%
S	331269	9.5%
c	331269	9.5%
i	331269	9.5%
C	21766	0.6%
t	21766	0.6%
Other values (2)	43532	1.2%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3133783	89.9%
Uppercase Letter	353035	10.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	684304	21.8%
b	662538	21.1%
u	353035	11.3%
s	353035	11.3%
e	353035	11.3%
c	331269	10.6%
i	331269	10.6%
t	21766	0.7%
o	21766	0.7%
m	21766	0.7%

Uppercase Letter

Value	Count	Frequency (%)
S	331269	93.8%
C	21766	6.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3486818	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	684304	19.6%
b	662538	19.0%
u	353035	10.1%
s	353035	10.1%
e	353035	10.1%
S	331269	9.5%
c	331269	9.5%
i	331269	9.5%
C	21766	0.6%
t	21766	0.6%
Other values (2)	43532	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3486818	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	684304	19.6%
b	662538	19.0%
u	353035	10.1%
s	353035	10.1%
e	353035	10.1%
S	331269	9.5%
c	331269	9.5%
i	331269	9.5%
C	21766	0.6%
t	21766	0.6%
Other values (2)	43532	1.2%

gender
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

male	256901
female	75171
unknown	20963

Length

Max length	7
Median length	4
Mean length	4.6039939
Min length	4

Characters and Unicode

Total characters	1625371
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	male
2nd row	female
3rd row	male
4th row	male
5th row	male

Common Values

Value	Count	Frequency (%)
male	256901	72.8%
female	75171	21.3%
unknown	20963	5.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
male	256901	72.8%
female	75171	21.3%
unknown	20963	5.9%

Most occurring characters

Value	Count	Frequency (%)
e	407243	25.1%
m	332072	20.4%
a	332072	20.4%
l	332072	20.4%
f	75171	4.6%
n	62889	3.9%
u	20963	1.3%
k	20963	1.3%
o	20963	1.3%
w	20963	1.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1625371	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	407243	25.1%
m	332072	20.4%
a	332072	20.4%
l	332072	20.4%
f	75171	4.6%
n	62889	3.9%
u	20963	1.3%
k	20963	1.3%
o	20963	1.3%
w	20963	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1625371	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	407243	25.1%
m	332072	20.4%
a	332072	20.4%
l	332072	20.4%
f	75171	4.6%
n	62889	3.9%
u	20963	1.3%
k	20963	1.3%
o	20963	1.3%
w	20963	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1625371	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	407243	25.1%
m	332072	20.4%
a	332072	20.4%
l	332072	20.4%
f	75171	4.6%
n	62889	3.9%
u	20963	1.3%
k	20963	1.3%
o	20963	1.3%
w	20963	1.3%

dist
Real number (ℝ)

Distinct	2663
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.78422928

Minimum	0
Maximum	9.1122582
Zeros	2325
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0.15866545
Q1	0.43349609
median	0.65904833
Q3	0.96379915
95-th percentile	1.8366588
Maximum	9.1122582
Range	9.1122582
Interquartile range (IQR)	0.53030306

Descriptive statistics

Standard deviation	0.542201
Coefficient of variation (CV)	0.69138071
Kurtosis	5.2340002
Mean	0.78422928
Median Absolute Deviation (MAD)	0.24335259
Skewness	1.8033726
Sum	276860.38
Variance	0.29398192
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6590483332	7869	2.2%
0.6590574045	5870	1.7%
0.4156981062	4599	1.3%
0.7841604255	4263	1.2%
0.4396170481	4131	1.2%
0.7508857537	3984	1.1%
0.415695745	3318	0.9%
0.6185235707	3279	0.9%
0.4188632139	3200	0.9%
0.34202925	3176	0.9%
Other values (2653)	309346	87.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2325	0.7%
9.818762165 × 10^-13	1961	0.6%
1.488035366 × 10^-12	84	< 0.1%
1.488100836 × 10^-12	238	0.1%
1.488206632 × 10^-12	96	< 0.1%
1.488245041 × 10^-12	421	0.1%
1.488391755 × 10^-12	412	0.1%
1.488418421 × 10^-12	461	0.1%
1.488818307 × 10^-12	3	< 0.1%
1.488952632 × 10^-12	2	< 0.1%

Value	Count	Frequency (%)
9.112258173	1	< 0.1%
9.041788085	1	< 0.1%
8.954820805	1	< 0.1%
8.727328843	1	< 0.1%
8.622532883	1	< 0.1%
8.568639995	1	< 0.1%
7.023637674	1	< 0.1%
6.04772788	1	< 0.1%
5.887380573	1	< 0.1%
5.840948824	1	< 0.1%

month
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

August	44325
July	42171
June	40820
October	39044
September	38919
Other values (7)	147756

Length

Max length	9
Median length	7
Mean length	5.9405696
Min length	3

Characters and Unicode

Total characters	2097229
Distinct characters	26
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	January
2nd row	January
3rd row	January
4th row	January
5th row	January

Common Values

Value	Count	Frequency (%)
August	44325	12.6%
July	42171	11.9%
June	40820	11.6%
October	39044	11.1%
September	38919	11.0%
May	34352	9.7%
November	24876	7.0%
April	23574	6.7%
December	20182	5.7%
March	17064	4.8%
Other values (2)	27708	7.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
august	44325	12.6%
july	42171	11.9%
june	40820	11.6%
october	39044	11.1%
september	38919	11.0%
may	34352	9.7%
november	24876	7.0%
april	23574	6.7%
december	20182	5.7%
march	17064	4.8%
Other values (2)	27708	7.8%

Most occurring characters

Value	Count	Frequency (%)
e	321989	15.4%
r	206437	9.8%
u	199349	9.5%
b	138091	6.6%
t	122288	5.8%
y	104231	5.0%
J	95629	4.6%
a	91762	4.4%
m	83977	4.0%
c	76290	3.6%
Other values (16)	657186	31.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1744194	83.2%
Uppercase Letter	353035	16.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	321989	18.5%
r	206437	11.8%
u	199349	11.4%
b	138091	7.9%
t	122288	7.0%
y	104231	6.0%
a	91762	5.3%
m	83977	4.8%
c	76290	4.4%
l	65745	3.8%
Other values (8)	334035	19.2%

Uppercase Letter

Value	Count	Frequency (%)
J	95629	27.1%
A	67899	19.2%
M	51416	14.6%
O	39044	11.1%
S	38919	11.0%
N	24876	7.0%
D	20182	5.7%
F	15070	4.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2097229	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	321989	15.4%
r	206437	9.8%
u	199349	9.5%
b	138091	6.6%
t	122288	5.8%
y	104231	5.0%
J	95629	4.6%
a	91762	4.4%
m	83977	4.0%
c	76290	3.6%
Other values (16)	657186	31.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2097229	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	321989	15.4%
r	206437	9.8%
u	199349	9.5%
b	138091	6.6%
t	122288	5.8%
y	104231	5.0%
J	95629	4.6%
a	91762	4.4%
m	83977	4.0%
c	76290	3.6%
Other values (16)	657186	31.3%

day
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

weekday	278318
weekend	74717

Length

Max length	7
Median length	7
Mean length	7
Min length	7

Characters and Unicode

Total characters	2471245
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	weekday
2nd row	weekday
3rd row	weekday
4th row	weekday
5th row	weekday

Common Values

Value	Count	Frequency (%)
weekday	278318	78.8%
weekend	74717	21.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
weekday	278318	78.8%
weekend	74717	21.2%

Most occurring characters

Value	Count	Frequency (%)
e	780787	31.6%
w	353035	14.3%
k	353035	14.3%
d	353035	14.3%
a	278318	11.3%
y	278318	11.3%
n	74717	3.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2471245	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	780787	31.6%
w	353035	14.3%
k	353035	14.3%
d	353035	14.3%
a	278318	11.3%
y	278318	11.3%
n	74717	3.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2471245	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	780787	31.6%
w	353035	14.3%
k	353035	14.3%
d	353035	14.3%
a	278318	11.3%
y	278318	11.3%
n	74717	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2471245	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	780787	31.6%
w	353035	14.3%
k	353035	14.3%
d	353035	14.3%
a	278318	11.3%
y	278318	11.3%
n	74717	3.0%

hour
Real number (ℝ)

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.633679

Minimum	0
Maximum	23
Zeros	2750
Zeros (%)	0.8%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0
5-th percentile	6
Q1	9
median	14
Q3	18
95-th percentile	21
Maximum	23
Range	23
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	5.1565432
Coefficient of variation (CV)	0.37822095
Kurtosis	-1.0104156
Mean	13.633679
Median Absolute Deviation (MAD)	5
Skewness	-0.20483033
Sum	4813166
Variance	26.589937
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
8	42943	12.2%
18	37328	10.6%
17	32759	9.3%
19	26627	7.5%
7	24169	6.8%
9	21232	6.0%
20	18473	5.2%
16	18405	5.2%
12	15123	4.3%
15	15058	4.3%
Other values (14)	100918	28.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2750	0.8%
1	1387	0.4%
2	744	0.2%
3	519	0.1%
4	786	0.2%
5	3531	1.0%
6	10156	2.9%
7	24169	6.8%
8	42943	12.2%
9	21232	6.0%

Value	Count	Frequency (%)
23	4671	1.3%
22	8055	2.3%
21	12194	3.5%
20	18473	5.2%
19	26627	7.5%
18	37328	10.6%
17	32759	9.3%
16	18405	5.2%
15	15058	4.3%
14	14224	4.0%

min
Real number (ℝ)

Distinct	60
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.544399

Minimum	0
Maximum	59
Zeros	5390
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	15
median	30
Q3	44
95-th percentile	56
Maximum	59
Range	59
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	17.265944
Coefficient of variation (CV)	0.58440666
Kurtosis	-1.2065094
Mean	29.544399
Median Absolute Deviation (MAD)	15
Skewness	-0.0037686619
Sum	10430207
Variance	298.11281
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44	6284	1.8%
23	6182	1.8%
24	6181	1.8%
43	6162	1.7%
25	6146	1.7%
53	6122	1.7%
45	6092	1.7%
41	6072	1.7%
11	6048	1.7%
22	6044	1.7%
Other values (50)	291702	82.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5390	1.5%
1	5655	1.6%
2	5712	1.6%
3	5913	1.7%
4	5929	1.7%
5	5893	1.7%
6	6007	1.7%
7	5724	1.6%
8	5932	1.7%
9	5938	1.7%

Value	Count	Frequency (%)
59	5559	1.6%
58	5558	1.6%
57	5811	1.6%
56	5944	1.7%
55	5801	1.6%
54	5860	1.7%
53	6122	1.7%
52	5880	1.7%
51	5967	1.7%
50	5990	1.7%

birthyear
Real number (ℝ)

Distinct	64
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1980.4391

Minimum	1939
Maximum	2002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	1939
5-th percentile	1960
Q1	1974
median	1983
Q3	1988
95-th percentile	1993
Maximum	2002
Range	63
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.09409
Coefficient of variation (CV)	0.005096895
Kurtosis	-0.014329794
Mean	1980.4391
Median Absolute Deviation (MAD)	6
Skewness	-0.80006489
Sum	6.9916432 × 10⁸
Variance	101.89066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1969	22215	6.3%
1988	21646	6.1%
1986	19023	5.4%
1989	17852	5.1%
1987	16566	4.7%
1990	15322	4.3%
1985	14916	4.2%
1983	14488	4.1%
1984	14392	4.1%
1991	13872	3.9%
Other values (54)	182743	51.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1939	2	< 0.1%
1940	3	< 0.1%
1941	132	< 0.1%
1942	9	< 0.1%
1943	2	< 0.1%
1944	73	< 0.1%
1945	4	< 0.1%
1946	15	< 0.1%
1947	41	< 0.1%
1948	12	< 0.1%

Value	Count	Frequency (%)
2002	17	< 0.1%
2001	22	< 0.1%
2000	198	0.1%
1999	162	< 0.1%
1998	519	0.1%
1997	434	0.1%
1996	1834	0.5%
1995	3654	1.0%
1994	7831	2.2%
1993	8314	2.4%

years_old
Real number (ℝ)

Distinct	64
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37.560888

Minimum	16
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	16
5-th percentile	25
Q1	30
median	35
Q3	44
95-th percentile	58
Maximum	79
Range	63
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	10.09409
Coefficient of variation (CV)	0.26873939
Kurtosis	-0.014329794
Mean	37.560888
Median Absolute Deviation (MAD)	6
Skewness	0.80006489
Sum	13260308
Variance	101.89066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	22215	6.3%
30	21646	6.1%
32	19023	5.4%
29	17852	5.1%
31	16566	4.7%
28	15322	4.3%
33	14916	4.2%
35	14488	4.1%
34	14392	4.1%
27	13872	3.9%
Other values (54)	182743	51.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16	17	< 0.1%
17	22	< 0.1%
18	198	0.1%
19	162	< 0.1%
20	519	0.1%
21	434	0.1%
22	1834	0.5%
23	3654	1.0%
24	7831	2.2%
25	8314	2.4%

Value	Count	Frequency (%)
79	2	< 0.1%
78	3	< 0.1%
77	132	< 0.1%
76	9	< 0.1%
75	2	< 0.1%
74	73	< 0.1%
73	4	< 0.1%
72	15	< 0.1%
71	41	< 0.1%
70	12	< 0.1%

holiday
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

working_day	345584
holiday	7451

Length

Max length	11
Median length	11
Mean length	10.915578
Min length	7

Characters and Unicode

Total characters	3853581
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	holiday
2nd row	holiday
3rd row	holiday
4th row	holiday
5th row	holiday

Common Values

Value	Count	Frequency (%)
working_day	345584	97.9%
holiday	7451	2.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
working_day	345584	97.9%
holiday	7451	2.1%

Most occurring characters

Value	Count	Frequency (%)
o	353035	9.2%
i	353035	9.2%
d	353035	9.2%
a	353035	9.2%
y	353035	9.2%
w	345584	9.0%
r	345584	9.0%
k	345584	9.0%
n	345584	9.0%
g	345584	9.0%
Other values (3)	360486	9.4%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	3507997	91.0%
Connector Punctuation	345584	9.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	353035	10.1%
i	353035	10.1%
d	353035	10.1%
a	353035	10.1%
y	353035	10.1%
w	345584	9.9%
r	345584	9.9%
k	345584	9.9%
n	345584	9.9%
g	345584	9.9%
Other values (2)	14902	0.4%

Connector Punctuation

Value	Count	Frequency (%)
_	345584	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3507997	91.0%
Common	345584	9.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	353035	10.1%
i	353035	10.1%
d	353035	10.1%
a	353035	10.1%
y	353035	10.1%
w	345584	9.9%
r	345584	9.9%
k	345584	9.9%
n	345584	9.9%
g	345584	9.9%
Other values (2)	14902	0.4%

Common

Value	Count	Frequency (%)
_	345584	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3853581	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	353035	9.2%
i	353035	9.2%
d	353035	9.2%
a	353035	9.2%
y	353035	9.2%
w	345584	9.0%
r	345584	9.0%
k	345584	9.0%
n	345584	9.0%
g	345584	9.0%
Other values (3)	360486	9.4%

tempmax
Real number (ℝ)

Distinct	116
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.393652

Minimum	-11.1
Maximum	35
Zeros	311
Zeros (%)	0.1%
Negative	2581
Negative (%)	0.7%
Memory size	2.7 MiB

Quantile statistics

Minimum	-11.1
5-th percentile	3.9
Q1	12.9
median	22.9
Q3	27.8
95-th percentile	32.2
Maximum	35
Range	46.1
Interquartile range (IQR)	14.9

Descriptive statistics

Standard deviation	9.1360839
Coefficient of variation (CV)	0.44798666
Kurtosis	-0.83365281
Mean	20.393652
Median Absolute Deviation (MAD)	6.2
Skewness	-0.53979696
Sum	7199672.9
Variance	83.46803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.4	13699	3.9%
26.7	13189	3.7%
27.2	10677	3.0%
26.2	9536	2.7%
25.1	8658	2.5%
21.7	8106	2.3%
31.7	8078	2.3%
22.2	7624	2.2%
31.2	7382	2.1%
30.7	7273	2.1%
Other values (106)	258813	73.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-11.1	75	< 0.1%
-7.8	191	0.1%
-7.1	120	< 0.1%
-4.4	191	0.1%
-3.3	391	0.1%
-2.8	175	< 0.1%
-1.7	52	< 0.1%
-1.6	467	0.1%
-1.2	296	0.1%
-1.1	301	0.1%

Value	Count	Frequency (%)
35	2296	0.7%
33.9	1600	0.5%
33.4	4404	1.2%
33.3	1237	0.4%
32.9	4294	1.2%
32.2	4796	1.4%
31.7	8078	2.3%
31.2	7382	2.1%
31.1	1425	0.4%
30.7	7273	2.1%

tempmin
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	112
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.408749

Minimum	-15
Maximum	27.2
Zeros	4161
Zeros (%)	1.2%
Negative	25652
Negative (%)	7.3%
Memory size	2.7 MiB

Quantile statistics

Minimum	-15
5-th percentile	-1.7
Q1	6.1
median	15.7
Q3	20.7
95-th percentile	24.4
Maximum	27.2
Range	42.2
Interquartile range (IQR)	14.6

Descriptive statistics

Standard deviation	8.7414052
Coefficient of variation (CV)	0.65191801
Kurtosis	-0.83557998
Mean	13.408749
Median Absolute Deviation (MAD)	6.5
Skewness	-0.51587694
Sum	4733757.8
Variance	76.412165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.7	17943	5.1%
21.7	14211	4.0%
19.4	12439	3.5%
22.9	11145	3.2%
20.1	9991	2.8%
18.9	9435	2.7%
24.4	9227	2.6%
23.4	9155	2.6%
17.2	8671	2.5%
22.2	8270	2.3%
Other values (102)	242548	68.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	90	< 0.1%
-13.8	176	< 0.1%
-12.8	120	< 0.1%
-10.9	391	0.1%
-9.3	502	0.1%
-8.8	597	0.2%
-8.4	467	0.1%
-8.3	816	0.2%
-7.8	699	0.2%
-7.1	469	0.1%

Value	Count	Frequency (%)
27.2	1593	0.5%
26.6	1442	0.4%
26.2	3167	0.9%
26.1	854	0.2%
25.7	2895	0.8%
25.1	3034	0.9%
25	2522	0.7%
24.4	9227	2.6%
23.9	1631	0.5%
23.4	9155	2.6%

temp
Real number (ℝ)

Distinct	234
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.765239

Minimum	-12.4
Maximum	30.5
Zeros	0
Zeros (%)	0.0%
Negative	9225
Negative (%)	2.6%
Memory size	2.7 MiB

Quantile statistics

Minimum	-12.4
5-th percentile	1.5
Q1	9.1
median	19.5
Q3	23.5
95-th percentile	27.8
Maximum	30.5
Range	42.9
Interquartile range (IQR)	14.4

Descriptive statistics

Standard deviation	8.8048127
Coefficient of variation (CV)	0.52518267
Kurtosis	-0.84871713
Mean	16.765239
Median Absolute Deviation (MAD)	6
Skewness	-0.53961047
Sum	5918716
Variance	77.524727
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23.4	9434	2.7%
17.1	6581	1.9%
23.2	5977	1.7%
20.8	5661	1.6%
27.7	4674	1.3%
27.8	4551	1.3%
23.3	4549	1.3%
23	4465	1.3%
23.1	4459	1.3%
24.6	4351	1.2%
Other values (224)	298333	84.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-12.4	75	< 0.1%
-11.4	90	< 0.1%
-10.7	101	< 0.1%
-10.4	120	< 0.1%
-7.5	391	0.1%
-7.4	191	0.1%
-5.2	296	0.1%
-5	642	0.2%
-4.6	301	0.1%
-4.3	311	0.1%

Value	Count	Frequency (%)
30.5	854	0.2%
30.3	1593	0.5%
30	3042	0.9%
29.1	1658	0.5%
28.8	1414	0.4%
28.7	1567	0.4%
28.6	1043	0.3%
27.9	2864	0.8%
27.8	4551	1.3%
27.7	4674	1.3%

feelslike
Real number (ℝ)

Distinct	227
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.189142

Minimum	-20.1
Maximum	33.5
Zeros	896
Zeros (%)	0.3%
Negative	34439
Negative (%)	9.8%
Memory size	2.7 MiB

Quantile statistics

Minimum	-20.1
5-th percentile	-2.3
Q1	7.4
median	19.5
Q3	23.8
95-th percentile	29.6
Maximum	33.5
Range	53.6
Interquartile range (IQR)	16.4

Descriptive statistics

Standard deviation	10.310905
Coefficient of variation (CV)	0.6369025
Kurtosis	-0.65784668
Mean	16.189142
Median Absolute Deviation (MAD)	6.6
Skewness	-0.6041219
Sum	5715333.6
Variance	106.31476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	7174	2.0%
23.3	7011	2.0%
23.5	6928	2.0%
17.1	6581	1.9%
22.2	5352	1.5%
24.1	4831	1.4%
20.8	4638	1.3%
24.5	4532	1.3%
23.1	4459	1.3%
26.7	4372	1.2%
Other values (217)	297157	84.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-20.1	75	< 0.1%
-18.7	120	< 0.1%
-17.1	90	< 0.1%
-17	101	< 0.1%
-13	582	0.2%
-12.7	175	< 0.1%
-10.4	296	0.1%
-10.3	52	< 0.1%
-9.6	301	0.1%
-8.7	311	0.1%

Value	Count	Frequency (%)
33.5	1593	0.5%
33	1600	0.5%
32.7	854	0.2%
32.4	1442	0.4%
31.3	1658	0.5%
30.8	1414	0.4%
30.6	1567	0.4%
30.3	1237	0.4%
30.1	1495	0.4%
30	1025	0.3%

precip
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	166
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5119011

Minimum	0
Maximum	72.817
Zeros	200641
Zeros (%)	56.8%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2.083
95-th percentile	20.058
Maximum	72.817
Range	72.817
Interquartile range (IQR)	2.083

Descriptive statistics

Standard deviation	8.628572
Coefficient of variation (CV)	2.4569519
Kurtosis	20.813467
Mean	3.5119011
Median Absolute Deviation (MAD)	0
Skewness	4.0030415
Sum	1239824
Variance	74.452254
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	200641	56.8%
0.002	4579	1.3%
0.295	1846	0.5%
16.289	1715	0.5%
0.297	1699	0.5%
1.174	1697	0.5%
15.43	1682	0.5%
0.014	1682	0.5%
1.095	1671	0.5%
20.842	1667	0.5%
Other values (156)	134156	38.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	200641	56.8%
0.002	4579	1.3%
0.004	807	0.2%
0.005	1626	0.5%
0.007	1620	0.5%
0.014	1682	0.5%
0.016	379	0.1%
0.018	1553	0.4%
0.038	1090	0.3%
0.054	726	0.2%

Value	Count	Frequency (%)
72.817	467	0.1%
71.84	732	0.2%
56.579	1215	0.3%
49.725	130	< 0.1%
49.419	532	0.2%
41.371	457	0.1%
38.722	901	0.3%
35.679	147	< 0.1%
35.163	189	0.1%
34.533	1152	0.3%

dew
Real number (ℝ)

Distinct	237
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.8289507

Minimum	-23.1
Maximum	23.7
Zeros	707
Zeros (%)	0.2%
Negative	77284
Negative (%)	21.9%
Memory size	2.7 MiB

Quantile statistics

Minimum	-23.1
5-th percentile	-8
Q1	1.7
median	12.1
Q3	18.2
95-th percentile	22.2
Maximum	23.7
Range	46.8
Interquartile range (IQR)	16.5

Descriptive statistics

Standard deviation	10.027654
Coefficient of variation (CV)	1.0202161
Kurtosis	-0.74225288
Mean	9.8289507
Median Absolute Deviation (MAD)	7.4
Skewness	-0.58868835
Sum	3469963.6
Variance	100.55384
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20	6000	1.7%
13.3	5682	1.6%
21.7	5199	1.5%
17.1	5187	1.5%
22.8	5138	1.5%
22.2	4699	1.3%
11.7	4517	1.3%
21.2	4348	1.2%
-0.4	4135	1.2%
19.5	4074	1.2%
Other values (227)	304056	86.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-23.1	75	< 0.1%
-20.7	120	< 0.1%
-20.4	90	< 0.1%
-19.9	101	< 0.1%
-18	191	0.1%
-17.6	175	< 0.1%
-16.1	778	0.2%
-15.7	391	0.1%
-15.3	883	0.3%
-14.9	381	0.1%

Value	Count	Frequency (%)
23.7	1237	0.4%
23	1212	0.3%
22.9	3092	0.9%
22.8	5138	1.5%
22.6	1179	0.3%
22.5	1512	0.4%
22.4	1343	0.4%
22.2	4699	1.3%
22.1	2815	0.8%
22	1308	0.4%

humidity
Real number (ℝ)

Distinct	276
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	66.231963

Minimum	22.6
Maximum	96
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	22.6
5-th percentile	41.2
Q1	56
median	66.8
Q3	77.6
95-th percentile	89.2
Maximum	96
Range	73.4
Interquartile range (IQR)	21.6

Descriptive statistics

Standard deviation	14.814256
Coefficient of variation (CV)	0.22367231
Kurtosis	-0.57956187
Mean	66.231963
Median Absolute Deviation (MAD)	10.8
Skewness	-0.19742869
Sum	23382201
Variance	219.46218
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
54.7	4472	1.3%
59.2	4432	1.3%
79.1	3988	1.1%
56.6	3755	1.1%
75.5	3625	1.0%
64.1	3593	1.0%
66.8	3544	1.0%
50.3	3435	1.0%
62.8	3353	0.9%
77.3	3233	0.9%
Other values (266)	315605	89.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.6	1274	0.4%
25.8	983	0.3%
28.7	381	0.1%
33	738	0.2%
34	771	0.2%
34.2	1219	0.3%
35.1	630	0.2%
36.1	966	0.3%
36.3	1109	0.3%
36.9	437	0.1%

Value	Count	Frequency (%)
96	151	< 0.1%
95.8	1023	0.3%
95.1	375	0.1%
95	301	0.1%
94.4	1397	0.4%
94.1	457	0.1%
92.7	2720	0.8%
92.2	974	0.3%
91.7	1224	0.3%
91.5	2520	0.7%

snow
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	16
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.075514609

Minimum	0
Maximum	12.5
Zeros	345872
Zeros (%)	98.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	12.5
Range	12.5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.62919415
Coefficient of variation (CV)	8.3320851
Kurtosis	126.86002
Mean	0.075514609
Median Absolute Deviation (MAD)	0
Skewness	10.452459
Sum	26659.3
Variance	0.39588528
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
0	345872	98.0%
1.9	1659	0.5%
3	650	0.2%
3.7	628	0.2%
1.5	562	0.2%
6.1	541	0.2%
8.1	492	0.1%
1.2	485	0.1%
5	476	0.1%
1	469	0.1%
Other values (6)	1201	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	345872	98.0%
1	469	0.1%
1.2	485	0.1%
1.5	562	0.2%
1.9	1659	0.5%
3	650	0.2%
3.7	628	0.2%
4.9	396	0.1%
5	476	0.1%
5.7	120	< 0.1%

Value	Count	Frequency (%)
12.5	91	< 0.1%
10.6	52	< 0.1%
8.1	492	0.1%
7.5	128	< 0.1%
6.1	541	0.2%
5.8	414	0.1%
5.7	120	< 0.1%
5	476	0.1%
4.9	396	0.1%
3.7	628	0.2%

snowdepth
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	29
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.15625306

Minimum	0
Maximum	16.4
Zeros	336604
Zeros (%)	95.3%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	16.4
Range	16.4
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.1091937
Coefficient of variation (CV)	7.0987004
Kurtosis	96.394366
Mean	0.15625306
Median Absolute Deviation (MAD)	0
Skewness	9.2708642
Sum	55162.8
Variance	1.2303106
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	336604	95.3%
0.1	2570	0.7%
0.6	1627	0.5%
1.8	1047	0.3%
0.8	1041	0.3%
0.5	762	0.2%
3.4	691	0.2%
4.3	632	0.2%
8.3	628	0.2%
0.2	616	0.2%
Other values (19)	6817	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	336604	95.3%
0.1	2570	0.7%
0.2	616	0.2%
0.3	560	0.2%
0.5	762	0.2%
0.6	1627	0.5%
0.8	1041	0.3%
1.2	384	0.1%
1.7	476	0.1%
1.8	1047	0.3%

Value	Count	Frequency (%)
16.4	120	< 0.1%
15.2	203	0.1%
14.6	90	< 0.1%
13.1	322	0.1%
12.3	414	0.1%
9.7	509	0.1%
9.5	396	0.1%
8.3	628	0.2%
6.8	304	0.1%
6.4	579	0.2%

windspeed
Real number (ℝ)

Distinct	162
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.475578

Minimum	5.6
Maximum	49.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	5.6
5-th percentile	9.4
Q1	14.7
median	19.9
Q3	25.3
95-th percentile	36
Maximum	49.5
Range	43.9
Interquartile range (IQR)	10.6

Descriptive statistics

Standard deviation	8.181812
Coefficient of variation (CV)	0.39958882
Kurtosis	0.31816553
Mean	20.475578
Median Absolute Deviation (MAD)	5.2
Skewness	0.66677106
Sum	7228595.7
Variance	66.942047
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.3	10061	2.8%
22.6	9385	2.7%
17.9	8511	2.4%
18.4	8475	2.4%
9.4	7950	2.3%
7.8	6524	1.8%
13	6518	1.8%
17.4	6358	1.8%
15.6	6132	1.7%
21.9	6008	1.7%
Other values (152)	277113	78.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.6	1238	0.4%
5.7	1751	0.5%
7.6	2529	0.7%
7.7	2259	0.6%
7.8	6524	1.8%
7.9	1610	0.5%
9.3	1414	0.4%
9.4	7950	2.3%
9.5	4362	1.2%
9.6	3092	0.9%

Value	Count	Frequency (%)
49.5	52	< 0.1%
48.9	812	0.2%
47	205	0.1%
45.4	477	0.1%
44.3	494	0.1%
44	722	0.2%
43.5	607	0.2%
43.1	1070	0.3%
42.5	1048	0.3%
42.1	1706	0.5%

visibility
Real number (ℝ)

Distinct	75
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.495764

Minimum	4.2
Maximum	16
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	4.2
5-th percentile	9.7
Q1	13.6
median	15.6
Q3	16
95-th percentile	16
Maximum	16
Range	11.8
Interquartile range (IQR)	2.4

Descriptive statistics

Standard deviation	2.1149088
Coefficient of variation (CV)	0.14589841
Kurtosis	2.3367026
Mean	14.495764
Median Absolute Deviation (MAD)	0.4
Skewness	-1.6745384
Sum	5117511.9
Variance	4.4728394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	136676	38.7%
15.8	12285	3.5%
15.9	10999	3.1%
15.6	10782	3.1%
15.5	7688	2.2%
13.5	7626	2.2%
14.6	7623	2.2%
15.3	7475	2.1%
14.4	7150	2.0%
15.4	6644	1.9%
Other values (65)	138087	39.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.2	301	0.1%
5.6	91	< 0.1%
6.4	151	< 0.1%
7.1	2005	0.6%
7.2	370	0.1%
7.3	147	< 0.1%
7.5	662	0.2%
7.6	2206	0.6%
7.7	250	0.1%
7.8	940	0.3%

Value	Count	Frequency (%)
16	136676	38.7%
15.9	10999	3.1%
15.8	12285	3.5%
15.7	6390	1.8%
15.6	10782	3.1%
15.5	7688	2.2%
15.4	6644	1.9%
15.3	7475	2.1%
15.2	2144	0.6%
15.1	4850	1.4%

solarradiation
Real number (ℝ)

Distinct	345
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167.47613

Minimum	11
Maximum	331.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	11
5-th percentile	33.2
Q1	84.1
median	162.5
Q3	242.8
95-th percentile	315.6
Maximum	331.4
Range	320.4
Interquartile range (IQR)	158.7

Descriptive statistics

Standard deviation	90.765205
Coefficient of variation (CV)	0.54195904
Kurtosis	-1.2138182
Mean	167.47613
Median Absolute Deviation (MAD)	80.1
Skewness	0.1233206
Sum	59124937
Variance	8238.3224
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
208.7	3060	0.9%
242.6	2984	0.8%
268.7	2664	0.8%
273.5	2577	0.7%
52.5	2455	0.7%
77.5	2257	0.6%
102.7	1946	0.6%
81.5	1820	0.5%
315.6	1788	0.5%
232.4	1753	0.5%
Other values (335)	329731	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11	375	0.1%
11.1	52	< 0.1%
12.4	250	0.1%
12.5	189	0.1%
13.6	313	0.1%
14.1	1023	0.3%
14.5	130	< 0.1%
15.2	457	0.1%
17.1	147	< 0.1%
19	872	0.2%

Value	Count	Frequency (%)
331.4	1113	0.3%
327.5	1147	0.3%
327.2	1616	0.5%
326	1598	0.5%
325.2	1150	0.3%
323.9	1477	0.4%
321.9	1549	0.4%
319.2	1653	0.5%
317.6	1043	0.3%
317.4	1219	0.3%

cloudcover
Real number (ℝ)

Distinct	276
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.742566

Minimum	0.1
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	2.7 MiB

Quantile statistics

Minimum	0.1
5-th percentile	0.6
Q1	17.3
median	43.7
Q3	74
95-th percentile	99.5
Maximum	100
Range	99.9
Interquartile range (IQR)	56.7

Descriptive statistics

Standard deviation	32.567541
Coefficient of variation (CV)	0.71197452
Kurtosis	-1.2347865
Mean	45.742566
Median Absolute Deviation (MAD)	28.1
Skewness	0.19209673
Sum	16148727
Variance	1060.6447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	14230	4.0%
0.7	5799	1.6%
0.5	5015	1.4%
0.4	4420	1.3%
0.9	4320	1.2%
66.8	4093	1.2%
99.5	4077	1.2%
65.4	4055	1.1%
0.6	3805	1.1%
66.4	3142	0.9%
Other values (266)	300079	85.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	381	0.1%
0.2	2511	0.7%
0.3	2156	0.6%
0.4	4420	1.3%
0.5	5015	1.4%
0.6	3805	1.1%
0.7	5799	1.6%
0.9	4320	1.2%
1	1934	0.5%
1.1	2776	0.8%

Value	Count	Frequency (%)
100	14230	4.0%
99.9	1012	0.3%
99.8	1212	0.3%
99.6	250	0.1%
99.5	4077	1.2%
99.1	1928	0.5%
98.7	379	0.1%
98.1	1631	0.5%
97.9	1231	0.3%
97.8	1224	0.3%

conditions
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

cloudy_rain	254748
Clear	91552
snow_rain	6735

Length

Max length	11
Median length	11
Mean length	9.4058748
Min length	5

Characters and Unicode

Total characters	3320603
Distinct characters	15
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Clear
2nd row	Clear
3rd row	Clear
4th row	Clear
5th row	Clear

Common Values

Value	Count	Frequency (%)
cloudy_rain	254748	72.2%
Clear	91552	25.9%
snow_rain	6735	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cloudy_rain	254748	72.2%
clear	91552	25.9%
snow_rain	6735	1.9%

Most occurring characters

Value	Count	Frequency (%)
r	353035	10.6%
a	353035	10.6%
l	346300	10.4%
n	268218	8.1%
o	261483	7.9%
_	261483	7.9%
i	261483	7.9%
c	254748	7.7%
u	254748	7.7%
d	254748	7.7%
Other values (5)	451322	13.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2967568	89.4%
Connector Punctuation	261483	7.9%
Uppercase Letter	91552	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	353035	11.9%
a	353035	11.9%
l	346300	11.7%
n	268218	9.0%
o	261483	8.8%
i	261483	8.8%
c	254748	8.6%
u	254748	8.6%
d	254748	8.6%
y	254748	8.6%
Other values (3)	105022	3.5%

Connector Punctuation

Value	Count	Frequency (%)
_	261483	100.0%

Uppercase Letter

Value	Count	Frequency (%)
C	91552	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	3059120	92.1%
Common	261483	7.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	353035	11.5%
a	353035	11.5%
l	346300	11.3%
n	268218	8.8%
o	261483	8.5%
i	261483	8.5%
c	254748	8.3%
u	254748	8.3%
d	254748	8.3%
y	254748	8.3%
Other values (4)	196574	6.4%

Common

Value	Count	Frequency (%)
_	261483	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3320603	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	353035	10.6%
a	353035	10.6%
l	346300	10.4%
n	268218	8.1%
o	261483	7.9%
_	261483	7.9%
i	261483	7.9%
c	254748	7.7%
u	254748	7.7%
d	254748	7.7%
Other values (5)	451322	13.6%

description
Categorical

Distinct	44
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

Clear conditions throughout the day.	91552
Partly cloudy throughout the day.	65086
Becoming cloudy in the afternoon.	22155
Partly cloudy throughout the day with late afternoon rain.	18353
Partly cloudy throughout the day with rain.	16268
Other values (39)	139621

Length

Max length	82
Median length	81
Mean length	43.951506
Min length	26

Characters and Unicode

Total characters	15516420
Distinct characters	24
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Clear conditions throughout the day.
2nd row	Clear conditions throughout the day.
3rd row	Clear conditions throughout the day.
4th row	Clear conditions throughout the day.
5th row	Clear conditions throughout the day.

Common Values

Value	Count	Frequency (%)
Clear conditions throughout the day.	91552	25.9%
Partly cloudy throughout the day.	65086	18.4%
Becoming cloudy in the afternoon.	22155	6.3%
Partly cloudy throughout the day with late afternoon rain.	18353	5.2%
Partly cloudy throughout the day with rain.	16268	4.6%
Partly cloudy throughout the day with rain clearing later.	13963	4.0%
Cloudy skies throughout the day.	12706	3.6%
Cloudy skies throughout the day with a chance of rain throughout the day.	11247	3.2%
Partly cloudy throughout the day with a chance of rain throughout the day.	9267	2.6%
Clearing in the afternoon.	9142	2.6%
Other values (34)	83296	23.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	382040	15.9%
throughout	316485	13.2%
day	316485	13.2%
cloudy	235460	9.8%
with	152394	6.3%
rain	152147	6.3%
partly	149674	6.2%
afternoon	108961	4.5%
conditions	97515	4.1%
clear	97515	4.1%
Other values (14)	396686	16.5%

Most occurring characters

Value	Count	Frequency (%)
	2052327	13.2%
t	1578125	10.2%
o	1397362	9.0%
h	1190906	7.7%
a	994139	6.4%
r	949782	6.1%
u	868430	5.6%
n	820818	5.3%
e	814654	5.3%
i	726643	4.7%
Other values (14)	4123234	26.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	12758023	82.2%
Space Separator	2052327	13.2%
Other Punctuation	353035	2.3%
Uppercase Letter	353035	2.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	1578125	12.4%
o	1397362	11.0%
h	1190906	9.3%
a	994139	7.8%
r	949782	7.4%
u	868430	6.8%
n	820818	6.4%
e	814654	6.4%
i	726643	5.7%
y	726306	5.7%
Other values (9)	2690858	21.1%

Uppercase Letter

Value	Count	Frequency (%)
C	163369	46.3%
P	149674	42.4%
B	39992	11.3%

Space Separator

Value	Count	Frequency (%)
	2052327	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	353035	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	13111058	84.5%
Common	2405362	15.5%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	1578125	12.0%
o	1397362	10.7%
h	1190906	9.1%
a	994139	7.6%
r	949782	7.2%
u	868430	6.6%
n	820818	6.3%
e	814654	6.2%
i	726643	5.5%
y	726306	5.5%
Other values (12)	3043893	23.2%

Common

Value	Count	Frequency (%)
	2052327	85.3%
.	353035	14.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15516420	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	2052327	13.2%
t	1578125	10.2%
o	1397362	9.0%
h	1190906	7.7%
a	994139	6.4%
r	949782	6.1%
u	868430	5.6%
n	820818	5.3%
e	814654	5.3%
i	726643	4.7%
Other values (14)	4123234	26.6%

seasons
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	2.7 MiB

summer	127316
autumn	102839
spring	74990
winter	47890

Length

Max length	6
Median length	6
Mean length	6
Min length	6

Characters and Unicode

Total characters	2118210
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	winter
2nd row	winter
3rd row	winter
4th row	winter
5th row	winter

Common Values

Value	Count	Frequency (%)
summer	127316	36.1%
autumn	102839	29.1%
spring	74990	21.2%
winter	47890	13.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
summer	127316	36.1%
autumn	102839	29.1%
spring	74990	21.2%
winter	47890	13.6%

Most occurring characters

Value	Count	Frequency (%)
m	357471	16.9%
u	332994	15.7%
r	250196	11.8%
n	225719	10.7%
s	202306	9.6%
e	175206	8.3%
t	150729	7.1%
i	122880	5.8%
a	102839	4.9%
p	74990	3.5%
Other values (2)	122880	5.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	2118210	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
m	357471	16.9%
u	332994	15.7%
r	250196	11.8%
n	225719	10.7%
s	202306	9.6%
e	175206	8.3%
t	150729	7.1%
i	122880	5.8%
a	102839	4.9%
p	74990	3.5%
Other values (2)	122880	5.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	2118210	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
m	357471	16.9%
u	332994	15.7%
r	250196	11.8%
n	225719	10.7%
s	202306	9.6%
e	175206	8.3%
t	150729	7.1%
i	122880	5.8%
a	102839	4.9%
p	74990	3.5%
Other values (2)	122880	5.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2118210	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
m	357471	16.9%
u	332994	15.7%
r	250196	11.8%
n	225719	10.7%
s	202306	9.6%
e	175206	8.3%
t	150729	7.1%
i	122880	5.8%
a	102839	4.9%
p	74990	3.5%
Other values (2)	122880	5.8%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	tripduration	start_station_id	start_lat	start_lon	end_station_id	end_lat	end_lon	bikeid	usertype	gender	dist	month	day	hour	min	birthyear	years_old	holiday	tempmax	tempmin	temp	feelslike	dew	humidity	snowdepth	windspeed	visibility	solarradiation	cloudcover	conditions	description	seasons
0	932	3183	40.716247	-74.033459	3199	40.728745	-74.032108	31929	Subscriber	male	1.084267	January	weekday	2	6	1992	26	holiday	-7.8	-13.8	-10.7	-17.0	-19.9	47.8	0.1	18.5	16.0	106.7	0.3	Clear	Clear conditions throughout the day.	winter
1	550	3183	40.716247	-74.033459	3199	40.728745	-74.032108	31845	Subscriber	female	1.084267	January	weekday	12	6	1969	49	holiday	-7.8	-13.8	-10.7	-17.0	-19.9	47.8	0.1	18.5	16.0	106.7	0.3	Clear	Clear conditions throughout the day.	winter
2	510	3183	40.716247	-74.033459	3199	40.728745	-74.032108	31708	Subscriber	male	1.084267	January	weekday	12	6	1946	72	holiday	-7.8	-13.8	-10.7	-17.0	-19.9	47.8	0.1	18.5	16.0	106.7	0.3	Clear	Clear conditions throughout the day.	winter
3	354	3183	40.716247	-74.033459	3267	40.712419	-74.038526	31697	Subscriber	male	0.415696	January	weekday	14	53	1994	24	holiday	-7.8	-13.8	-10.7	-17.0	-19.9	47.8	0.1	18.5	16.0	106.7	0.3	Clear	Clear conditions throughout the day.	winter
4	250	3183	40.716247	-74.033459	3639	40.719252	-74.034234	31861	Subscriber	male	0.240932	January	weekday	17	34	1991	27	holiday	-7.8	-13.8	-10.7	-17.0	-19.9	47.8	0.1	18.5	16.0	106.7	0.3	Clear	Clear conditions throughout the day.	winter
5	613	3183	40.716247	-74.033459	3203	40.727596	-74.044247	31859	Subscriber	male	1.217917	January	weekday	22	5	1982	36	holiday	-7.8	-13.8	-10.7	-17.0	-19.9	47.8	0.1	18.5	16.0	106.7	0.3	Clear	Clear conditions throughout the day.	winter
6	290	3183	40.716247	-74.033459	3267	40.712419	-74.038526	31694	Subscriber	male	0.415696	January	weekday	12	13	1958	60	working_day	-3.3	-10.9	-7.5	-13.0	-15.7	52.2	0.0	24.3	16.0	104.4	4.3	Clear	Clear conditions throughout the day.	winter
7	381	3183	40.716247	-74.033459	3205	40.716540	-74.049638	31754	Subscriber	female	1.324928	January	weekday	12	50	1989	29	working_day	-3.3	-10.9	-7.5	-13.0	-15.7	52.2	0.0	24.3	16.0	104.4	4.3	Clear	Clear conditions throughout the day.	winter
8	318	3183	40.716247	-74.033459	3275	40.718355	-74.038914	31816	Subscriber	male	0.507020	January	weekday	13	55	1960	58	working_day	-3.3	-10.9	-7.5	-13.0	-15.7	52.2	0.0	24.3	16.0	104.4	4.3	Clear	Clear conditions throughout the day.	winter
9	1852	3183	40.716247	-74.033459	3281	40.745910	-74.057271	31754	Subscriber	male	2.826499	January	weekday	16	55	1976	42	working_day	-3.3	-10.9	-7.5	-13.0	-15.7	52.2	0.0	24.3	16.0	104.4	4.3	Clear	Clear conditions throughout the day.	winter

	tripduration	start_station_id	start_lat	start_lon	end_station_id	end_lat	end_lon	bikeid	usertype	gender	dist	month	day	hour	min	birthyear	years_old	holiday	tempmax	tempmin	temp	feelslike	precip	dew	humidity	windspeed	visibility	solarradiation	cloudcover	conditions	description	seasons
353025	667	3694	40.71113	-74.0789	3195	40.730743	-74.063784	29299	Subscriber	male	1.934962	December	weekday	11	39	1994	24	working_day	5.7	-3.3	1.1	-2.2	0.000	-7.7	52.5	21.3	16.0	97.0	0.9	Clear	Clear conditions throughout the day.	winter
353026	687	3694	40.71113	-74.0789	3195	40.730743	-74.063784	29258	Subscriber	male	1.934962	December	weekday	13	28	1994	24	working_day	8.3	3.3	5.8	3.8	5.119	1.5	75.1	21.3	11.9	46.4	43.4	cloudy_rain	Becoming cloudy in the afternoon with rain.	winter
353027	625	3694	40.71113	-74.0789	3195	40.730743	-74.063784	29664	Subscriber	male	1.934962	December	weekday	12	5	1994	24	working_day	16.2	8.3	13.8	13.7	41.371	12.8	94.1	37.5	7.5	15.2	93.4	cloudy_rain	Cloudy skies throughout the day with a chance of rain throughout the day.	winter
353028	826	3694	40.71113	-74.0789	3186	40.719586	-74.043117	26306	Subscriber	male	2.657139	December	weekday	16	34	1991	27	working_day	16.2	8.3	13.8	13.7	41.371	12.8	94.1	37.5	7.5	15.2	93.4	cloudy_rain	Cloudy skies throughout the day with a chance of rain throughout the day.	winter
353029	640	3694	40.71113	-74.0789	3195	40.730743	-74.063784	26298	Subscriber	male	1.934962	December	weekend	10	27	1994	24	working_day	11.6	5.0	7.7	4.2	0.588	1.8	67.4	45.4	15.3	47.8	90.7	cloudy_rain	Cloudy skies throughout the day with early morning rain.	winter
353030	1081	3694	40.71113	-74.0789	3269	40.726012	-74.050389	29586	Subscriber	male	1.872980	December	weekend	11	51	1993	25	working_day	11.6	5.0	7.7	4.2	0.588	1.8	67.4	45.4	15.3	47.8	90.7	cloudy_rain	Cloudy skies throughout the day with early morning rain.	winter
353031	344	3694	40.71113	-74.0789	3280	40.719282	-74.071262	26241	Subscriber	female	0.828647	December	weekday	21	40	1983	35	holiday	4.4	1.2	2.4	-2.0	0.000	-6.4	52.8	24.9	16.0	86.5	33.7	cloudy_rain	Partly cloudy throughout the day.	winter
353032	1233	3694	40.71113	-74.0789	3186	40.719586	-74.043117	29294	Subscriber	male	2.657139	December	weekend	12	55	1988	30	working_day	13.8	4.3	9.5	7.4	0.000	2.7	63.9	39.2	15.8	94.2	64.6	cloudy_rain	Partly cloudy throughout the day.	winter
353033	1057	3694	40.71113	-74.0789	3213	40.718489	-74.047727	29475	Subscriber	female	2.315132	December	weekend	15	32	1991	27	working_day	3.9	1.1	2.7	0.0	0.000	-3.1	66.0	20.8	15.5	35.6	73.2	cloudy_rain	Partly cloudy throughout the day.	winter
353034	301	3694	40.71113	-74.0789	3277	40.714358	-74.066611	26270	Subscriber	male	0.902881	December	weekday	16	34	1991	27	working_day	7.8	2.1	5.5	3.5	21.756	1.9	78.2	21.7	12.4	34.8	74.0	cloudy_rain	Partly cloudy throughout the day with rain.	winter

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Uppercase Letter

Most occurring scripts